{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Day14 进阶构图元素——图例篇（下）\n",
    "\n",
    "　　在前两天的日程中我们对`matplotlib`中循规蹈矩创建图例的方法进行了比较全面的介绍，当然也在**（上篇）**的最后提及了一下如何自制图例，从而无需绑定已存在的图层，而今天作为**图例篇**的下篇，我们就来学习自制图例的更常规的方法。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-10-29T10:41:17.335842Z",
     "iopub.status.busy": "2020-10-29T10:41:17.334881Z",
     "iopub.status.idle": "2020-10-29T10:41:17.617119Z",
     "shell.execute_reply": "2020-10-29T10:41:17.617119Z",
     "shell.execute_reply.started": "2020-10-29T10:41:17.335842Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "matplotlib版本： 3.3.2\n"
     ]
    }
   ],
   "source": [
    "import matplotlib;print('matplotlib版本：', matplotlib.__version__)\n",
    "import matplotlib.pyplot as plt # 从matplotlib中导入我们最经常使用的pyplot子模块\n",
    "\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei'] # 设定默认字体为SimHei以解决中文显示乱码问题\n",
    "plt.rcParams['axes.unicode_minus'] = False # 解决图像负号'-'不正常显示的问题"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "　　我们通常需要创建的图例无非或点或线或面，先来介绍线，在`matplotlib`中基础的线对象来自`lines.Line2D`，创建格式如下图："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-10-29T10:41:17.618081Z",
     "iopub.status.busy": "2020-10-29T10:41:17.618081Z",
     "iopub.status.idle": "2020-10-29T10:41:17.733798Z",
     "shell.execute_reply": "2020-10-29T10:41:17.733798Z",
     "shell.execute_reply.started": "2020-10-29T10:41:17.618081Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "from matplotlib.lines import Line2D\n",
    "\n",
    "x = np.array(range(10))\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(6, 6))\n",
    "\n",
    "legend_handles = [\n",
    "    Line2D([0], [0], color='blue', linewidth=1, label='Line1'),\n",
    "    Line2D([0], [0], color='red', linewidth=1, linestyle='--', label='Line2'),\n",
    "    Line2D([0], [0], color='green', linewidth=1, linestyle='-.', label='Line2')\n",
    "]\n",
    "\n",
    "ax.legend(handles=legend_handles, loc='center', fontsize=14);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "　　而点对象也可以通过`Line2D`来创建，只需要把线的颜色设置为`'none'`，并且补上折点相关的参数即可："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-10-29T10:41:17.734768Z",
     "iopub.status.busy": "2020-10-29T10:41:17.734768Z",
     "iopub.status.idle": "2020-10-29T10:41:17.837524Z",
     "shell.execute_reply": "2020-10-29T10:41:17.837524Z",
     "shell.execute_reply.started": "2020-10-29T10:41:17.734768Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(6, 6))\n",
    "\n",
    "legend_handles = [\n",
    "    Line2D([0], [0], marker='o', color='none', markersize=10,\n",
    "           markerfacecolor='blue', linewidth=1, label='Point1'),\n",
    "    Line2D([0], [0], marker='*', color='none', markersize=10, \n",
    "           markerfacecolor='red', linewidth=1, linestyle='--', label='Point2'),\n",
    "    Line2D([0], [0], marker='^', color='none', markersize=10, \n",
    "           markerfacecolor='green', linewidth=1, linestyle='-.', label='Point3')\n",
    "]\n",
    "\n",
    "ax.legend(handles=legend_handles, loc='center', fontsize=14);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "　　面对象则可以通过`patches.Patch`来实现，参考下面的例子："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-10-29T10:41:17.838487Z",
     "iopub.status.busy": "2020-10-29T10:41:17.838487Z",
     "iopub.status.idle": "2020-10-29T10:41:17.952687Z",
     "shell.execute_reply": "2020-10-29T10:41:17.952687Z",
     "shell.execute_reply.started": "2020-10-29T10:41:17.838487Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib.patches import Patch\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(6, 6))\n",
    "\n",
    "legend_handles = [\n",
    "    Patch(facecolor='orange', edgecolor='black', label='面1'),\n",
    "    Patch(facecolor='blue', edgecolor='black', hatch='---', label='面2'),\n",
    "    Patch(facecolor='red', edgecolor='yellow', hatch='//', label='面3')\n",
    "]\n",
    "\n",
    "ax.legend(handles=legend_handles, loc='center', fontsize=14);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 课后测验：\n",
    "\n",
    "　　自制图例在日常做数据可视化的过程中非常常用，举个例子，当我们使用下面的代码绘制散点图映射某个值为散点大小时，如果想要让图例辅助解读散点大小信息，想当然地传入`label`参数并激活图例，结果并不是我们想要的："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-10-29T10:41:17.953685Z",
     "iopub.status.busy": "2020-10-29T10:41:17.953685Z",
     "iopub.status.idle": "2020-10-29T10:41:18.075362Z",
     "shell.execute_reply": "2020-10-29T10:41:18.074366Z",
     "shell.execute_reply.started": "2020-10-29T10:41:17.953685Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "x = np.random.uniform(size=100)\n",
    "y = np.random.uniform(size=100)\n",
    "size = np.random.uniform(50, 300, size=100)\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(6, 6))\n",
    "\n",
    "ax.scatter(x, y, s=size, color='#e88b00', \n",
    "           alpha=0.6, edgecolor='black',\n",
    "           label='散点')\n",
    "\n",
    "ax.legend(loc='center right');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "　　下面请你开动脑筋，在下面代码的基础上，配合`numpy`中的`percentile()`函数来计算`size`的0, 0.2, 0.4, 0.6, 0.8以及1分位数，并将对应大小的圆圈整合为下图所示的图例样式：\n",
    "  \n",
    "<font color=red size=3>* 提示：Line2D中的markersize接受数值映射为点的大小是原值映射，而不是scatter中s对输入值开平方再映射的方式</font>\n",
    "\n",
    "<center>\n",
    "    <img src='imgs/课后题目.png' width=500></img>\n",
    "</center>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-10-29T10:41:18.076354Z",
     "iopub.status.busy": "2020-10-29T10:41:18.076354Z",
     "iopub.status.idle": "2020-10-29T10:41:18.081342Z",
     "shell.execute_reply": "2020-10-29T10:41:18.080345Z",
     "shell.execute_reply.started": "2020-10-29T10:41:18.076354Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x21fca72ea20>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "x = np.random.uniform(size=100)\n",
    "y = np.random.uniform(size=100)\n",
    "size = np.random.uniform(50, 300, size=100)\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(6, 6))\n",
    "\n",
    "ax.scatter(x, y, s=size, color='#e88b00', \n",
    "           alpha=0.6, edgecolor='black')\n",
    "'''你的代码'''\n",
    "legend_handles = [\n",
    "    Line2D([0], [0], marker='o', color='none', markersize=np.percentile(size,i)**0.5,\n",
    "           markerfacecolor='#e88b00', linewidth=1, label=str(i)+'%', \n",
    "           alpha=0.6) for i in range(0,120,20)\n",
    "]\n",
    "\n",
    "ax.legend(handles=legend_handles, labelspacing=1.2, fontsize=10, loc='center right')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* 请在今天对应的帖子下回复补充过注释的代码截图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2736.782859649763"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(np.percentile(size,0))**2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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